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| Section | Weight | Objectives |
|---|
| Agentic AI Systems | | - Agent architecture
- 1. Autonomous agents and orchestration
- 2. Multi-step reasoning workflows
|
| AI for Data Research and Analysis | | - Data exploration and transformation
- 1. AI-assisted data cleaning
- 2. Insight generation and validation
|
| AI for Code and Workflow Optimization | | - AI-assisted software development
- 1. SDLC integration
- 2. Code generation and debugging
- Automation workflows
- 1. Workflow orchestration concepts
- 2. API integration basics
|
| Generative AI Models | 20% | - Model fundamentals and use cases
- 1. Use cases: summarization, code generation, content creation
- 2. LLMs and diffusion models overview
- Context and retrieval systems
- 1. RAG, embeddings, vector databases
- 2. Context windows and token limits
- Model hosting and architecture
- 1. Cloud vs local deployment trade-offs
- 2. Latency, cost, privacy considerations
|
| Prompt Engineering | 15% | - Prompting techniques
- 1. Few-shot prompting
- 2. Chained and iterative prompting
- Security and robustness
- 1. Mitigation and defensive prompting
- 2. Prompt injection risks
- Prompt design principles
- 1. Roles, instructions, constraints
|
| Ethics and Security | 15% | - Responsible AI principles
- 1. Fairness, transparency, accountability
- 2. Bias mitigation
- Data privacy and governance
- 1. Secure AI data handling
- AI security threats
- 1. AI-specific attack surfaces
- 2. Misinformation and hallucinations
|
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Cisco AI Technical Practitioner Sample Questions (Q71-Q76):
NEW QUESTION # 71
How does context window management help control the cost of a long-running AI conversation?
- A. by switching to an algorithm that reduces the character-to-token ratio
- B. by automatically switching to a lower-cost model as the conversation history grows
- C. by capping the cumulative number of input tokens sent with each new prompt
- D. by increasing the context window size to reduce the total number of API calls
Answer: C
Explanation:
Context window management controls cost by limiting how much prior conversation history is included with each new request, reducing the number of input tokens processed and billed.
NEW QUESTION # 72
What is the benefit of AI Ops (AIOps) in networking?
- A. Eliminates all routers
- B. Removes cloud computing
- C. Automates monitoring and incident analysis
- D. Disables telemetry
Answer: C
Explanation:
AIOps uses AI to improve IT operations, detect anomalies, and accelerate troubleshooting.
NEW QUESTION # 73
How does a coordinator agent function in a multi-agent AI framework?
- A. It orchestrates task delegation across specialized agents and aggregates the outputs.
- B. It serves as the external data source that each agent queries for grounding information.
- C. It fine-tunes each agent's model weights to optimize performance on assigned tasks.
- D. It replaces the need for multiple agents by handling tasks within a single reasoning loop.
Answer: A
Explanation:
A coordinator agent manages the overall workflow by assigning tasks to specialized agents, coordinating their interactions, and combining their outputs into a final result.
NEW QUESTION # 74
What happens when the input provided to an LLM exceeds its context window limit?
- A. The model increases its context window size.
- B. The model loses the earliest part of the text.
- C. The model caches the overflow data.
- D. The model switches to a different algorithm.
Answer: B
Explanation:
When input exceeds the context window, the model cannot process all provided text at once, so earlier content may be truncated or pushed out of the active context.
NEW QUESTION # 75
An organization has regulatory requirements that prohibit any proprietary source code from leaving the internal network. Which hosting strategy provides the highest level of data sovereignty?
- A. hybrid deployment with cloud-based backup
- B. managed SaaS AI platform with SOC 2 audit
- C. local LLM deployment on internal hardware
- D. cloud-based API with Zero Data Retention
Answer: C
Explanation:
Local LLM deployment on internal hardware keeps proprietary source code within the organization's internal network, providing the strongest control over data location, access, and governance.
NEW QUESTION # 76
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